Scikit-Learn

Scikit-learn is a Python module for machine learning

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark scikit-learn.

Project Site

scikit-learn.org

Test Created

28 September 2016

Last Updated

10 January 2020

Test Maintainer

Victor Rodriguez 

Test Type

System

Average Install Time

1 Second

Average Run Time

2 Minutes, 6 Seconds

Test Dependencies

Python Scipy + Python Sklearn + Python

Accolades

60k+ Downloads

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsScikit-Learn Popularity Statisticspts/scikit-learn2016.092016.112017.012017.032017.052017.072017.092017.112018.012018.032018.052018.072018.092018.112019.012019.032019.052019.072019.092019.112020.012020.032020.052020.072020.092020.112021.012021.032021.053K6K9K12K15K
* Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform.
Data current as of Sat, 08 May 2021 12:09:52 GMT.

Revision History

pts/scikit-learn-1.1.0   [View Source]   Fri, 10 Jan 2020 09:06:48 GMT
Update test profile per https://github.com/phoronix-test-suite/test-profiles/pull/124 but bump version to 1.1.0 due to scikit-learn version change. Also explicitly use python3 binary name.

pts/scikit-learn-1.0.1   [View Source]   Thu, 04 May 2017 10:41:34 GMT
Use unzip -o

pts/scikit-learn-1.0.0   [View Source]   Wed, 28 Sep 2016 09:45:52 GMT
Initial commit.

Suites Using This Test

Machine Learning

CPU Massive

Server CPU Tests

HPC - High Performance Computing

Python


Performance Metrics

Analyze Test Configuration:

Scikit-Learn 0.22.1

OpenBenchmarking.org metrics for this test profile configuration based on 882 public results since 10 January 2020 with the latest data as of 8 May 2021.

Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.

Component
Percentile Rank
# Matching Public Results
Seconds (Average)
Mid-Tier
75th
> 10
52nd
3
11 +/- 1
Median
50th
11
37th
3
13 +/- 1
Low-Tier
25th
> 18
13th
3
78 +/- 6
10th
8
105 +/- 1
OpenBenchmarking.orgDistribution Of Public Results877 Results Range From 6 To 863 Seconds6356493122151180209238267296325354383412441470499528557586615644673702731760789818847876160320480640800

Based on OpenBenchmarking.org data, the selected test / test configuration (Scikit-Learn 0.22.1) has an average run-time of 2 minutes. By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkRun-Time48121620Min: 1 / Avg: 1.84 / Max: 15

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.5%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsDeviation246810Min: 0 / Avg: 0.46 / Max: 3

Does It Scale Well With Increasing Cores?

No, based on the automated analysis of the collected public benchmark data, this test / test settings does not generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.

AMDIntelOpenBenchmarking.orgRelative Core Scaling To BaseScikit-Learn CPU Core Scaling46816243248640.74581.49162.23742.98323.729

Recent Test Results

OpenBenchmarking.org Results Compare

9 Systems - 339 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship

salientos rolling - 5.11.13-arch1-1 - Xfce 4.16

8 Systems - 339 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship

salientos rolling - 5.11.13-arch1-1 - Xfce 4.16

7 Systems - 339 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship

Garuda Soaring - 5.11.16-zen1-1-zen - Xfce 4.16

6 Systems - 339 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship

Garuda Soaring - 5.10.27-1-lts - Xfce 4.16

5 Systems - 339 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship

salientos rolling - 5.11.13-arch1-1 - Xfce 4.16

4 Systems - 339 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship

salientos rolling - 5.11.13-arch1-1 - Xfce 4.16

17 Systems - 43 Benchmark Results

AMD Ryzen 5 PRO 4650G - Gigabyte B450M DS3H-CF - AMD Renoir Root Complex

Ubuntu 21.04 - 5.11.0-16-generic - Xfce 4.16

16 Systems - 43 Benchmark Results

AMD Ryzen 5 3500X 6-Core - Gigabyte B450M DS3H-CF - AMD Starship

Ubuntu 21.04 - 5.11.0-16-generic - Xfce 4.16

2 Systems - 332 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship

salientos rolling - 5.11.13-arch1-1 - Xfce 4.16

1 System - 331 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock B550 Phantom Gaming-ITX/ax - AMD Starship

salientos rolling - 5.11.13-arch1-1 - Xfce 4.16

15 Systems - 43 Benchmark Results

AMD Ryzen 5 PRO 4650G - Gigabyte B450M DS3H-CF - AMD Renoir Root Complex

Ubuntu 21.04 - 5.11.0-16-generic - Xfce 4.16

14 Systems - 43 Benchmark Results

AMD Ryzen 5 PRO 4650G - Gigabyte B450M DS3H-CF - AMD Renoir Root Complex

Ubuntu 21.04 - 5.11.0-16-generic - Xfce 4.16

Most Popular Test Results

OpenBenchmarking.org Results Compare

16 Systems - 119 Benchmark Results

2 x Intel Xeon Gold 6226R - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0

12 Systems - 593 Benchmark Results

AMD Ryzen 7 3700X 8-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2

4 Systems - 55 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven

Fedora 31 - 5.4.15-200.fc31.x86_64 - GNOME Shell 3.34.3

3 Systems - 301 Benchmark Results

Intel Core i5-7600K - Gigabyte Z270M-D3H-CF - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3

3 Systems - 173 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - 52GB - 2 x 275GB Virtual Disk

Ubuntu 20.04 - 4.19.104-microsoft-standard - X Server

2 Systems - 403 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0

3 Systems - 406 Benchmark Results

AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0

2 Systems - 475 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 19.10 - 5.3.0-18-generic - GNOME Shell 3.34.1

2 Systems - 1708 Benchmark Results

Intel Core i3-10100 - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH

Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2

2 Systems - 3 Benchmark Results

Intel Core i7-4770K - ASRock Z97 Killer - Intel 4th Gen Core DRAM

Ubuntu 18.04 - 5.5.7-050507-generic - X Server 1.20.8

Find More Test Results